| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Digital risk protection | Security operations | 22% | 1 of 86 | 5% | 21 | accepted challenger | |
| Attack surface management | Security operations | 6% | 5 of 100 | 18% | 17 | accepted challenger | ▲+2Since September 2026: 2% → 5%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 2 | 1 | 1 | 5 |
| GPT-5.4 mini | 1 | 2 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 4 | 0 | 0 | 4 |
| Perplexity Sonar | 2 | 2 | 1 | 0 | 5 |
| Grok 4.20 | 1 | 0 | 1 | 1 | 3 |
| Mistral Small | 1 | 1 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 0 | 0 | 2 | 3 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 2 | 1 | 0 | 0 | 3 |
| GLM 4.7 FlashX | 2 | 1 | 0 | 0 | 3 |
| MiniMax M2.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 2 | 0 | 1 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“UpGuard is the most frequently named fit for consolidated DRP + vendor / user risk outcomes without multiple point tools” Muse Glimmer 30B · DRP · direct prompt · first choice
“UpGuard is frequently highlighted as a top digital risk protection (DRP) platform for mid-market B2B companies” Mistral Small · DRP · direct prompt · first choice
“I would recommend UpGuard because: ✅ Specifically built for mid-market” MiniMax M2.5 · DRP · direct prompt · first choice
“the strongest default choice is Rapid7 Threat Command or UpGuard” Perplexity Sonar · DRP · direct prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Avoid at all costs (for your budget): Enterprise platforms like BitSight, UpGuard” DeepSeek V4 Flash · ASM · budget prompt · hard negative
“What to avoid ... UpGuard BreachSight: $5,999/year minimum.” DeepSeek V4 Flash · DRP · budget prompt · hard negative
“aggregates asset data but lacks native capabilities for active vulnerability scanning or attack surface validation” Claude Haiku 4.5 · ASM · negative prompt · soft negative
“High-severity alerts often not actionable (investigation overhead); limited report/alert customization” Grok 4.20 · ASM · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 114 of the 114 answers that named UpGuard BreachSight and are not a share of its labels.
371 of the 458 domain citations in answers naming UpGuard BreachSight came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What UpGuard BreachSight's own pages state, read September 28, 2026: upguard.com/platform, upguard.com/product/breach-risk, upguard.com/releases/breachsight-monthly-email-digest, help.upguard.com/en/what-is-upguard-breach-risks-threat-monitoring, help.upguard.com/en/what-is-included-in-upguards-self-service-breach-risk-plans. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when UpGuard BreachSight's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as UpGuard BreachSight, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for UpGuard BreachSight by email, built from the raw record of the edition. It shows:
AI models recommend UpGuard BreachSight first in Digital risk protection this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.